LLMs Unplugged

Everyday Hacks and Cool bots creation!

Slides

http://present.hardippatel.com/llms-unplugged.html

Mayur Gohil

Software Engineering @ Atyantik Technologies

Driving Innovation with AI | Machine Learning | NLP | Deep Learning Specialist

HardipPatel.com

Developer @ Atyantik Technologies

Indie Hacking | Anime | Novels | Music | Running
...and I have endless curiosity!

Let's start with -

What is AI?

What is ML?

What is DL?

What is AI?

Artificial intelligence (AI) involves using computers to do things that traditionally require human intelligence.

What is ML?

A subfield of AI where computer started to do things human can do

What is DL?

A sub field ML which help to process large amount of data. Deep learning mimics the workings of our brains. These neural networks can outperform humans at intelligent tasks like speech recognition or playing chess!

How is AI working?

Chart of AI, ML, DL

• Research Papers
• Ongoing Development

Types of Applied AI/ML

Generative AI
Predictive/Analytical AI

Generative AI

1. Single Modal (Text/Image/Video/Audio)
2. Multi Modal

Predictive/Analytical AI

Predictive AI blends statistical analysis with machine learning algorithms to find data patterns and forecast future outcomes. It extracts insights from historical data to make accurate predictions about the most likely upcoming event, result or trend.

Predictive/Analytical AI

• TimeSeries Forecast

Coolbots!

Cursor AI (IDE)
ChatGPT assistants

ChatGPT assistants

• Integrate Easy
• Clean your code
• Chat with your code
• Linkedin Roaster

Coolbots!

Anything LLM
Groq
ComfyUI

Can we make a quick UI for this?

Yes!

Can we make a quick API out of this?

Yes!

1. How to work with constantly updating data?
   1. What is RAG?
   2. Why is RAG?
   3. How to RAG?
   4. Example for RAG?
      1. Cross-platform api integration bot

When to use Prompting vs Finetuning vs RAG